| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Tabular Anomaly Detection | Ecoli | AUC-ROC0.865 | 14 | |
| Structure Learning | ecoli70 n=100 | SHD37.55 | 11 | |
| Multiclass Classification | ecoli2 | Weighted F1-score0.971 | 9 | |
| Multiclass imbalanced classification | ecoli2 | AUC99.2 | 9 | |
| Multiclass imbalanced classification | ecoli 2 | Accuracy97.1 | 9 | |
| Multiclass Imbalanced Classification | ecoli2 | G-Mean0.945 | 9 | |
| Tabular Classification | ecoli 1011 (test) | Test Error0.036 | 9 | |
| Classification | Ecoli UCI (test) | Accuracy88.1 | 5 | |
| Causal Structure Learning | Ecoli70 | CI Tests Count56,781 | 5 | |
| Binary Imbalanced Classification | ecoli 0-1-3-7_vs_2-6 | F1-score99.8 | 4 | |
| Binary Imbalanced Classification | ecoli4 | F1-score99.93 | 4 | |
| Binary Imbalanced Classification | ecoli-0-1-4-7_vs_5-6 | F1-score99.75 | 4 | |
| Binary Imbalanced Classification | ecoli3 | F1-score98.2 | 4 | |
| Binary Imbalanced Classification | Ecoli 1 | F1-score99.17 | 4 | |
| Counterfactual Explanation Generation | ecoli | Validity100 | 4 | |
| Outlier Explanation | ecoli | Average Run Time (seconds)0.0018 | 4 | |
| Circle Packing | Ecoli large variance | NP10.344 | 4 | |
| Circle Packing | Ecoli small circle radii variance | NP10.36 | 4 | |
| Circle packing | Ecoli | Running time (s)0.018 | 4 | |
| Binary Classification | Ecoli 1 | F1-score88.6 | 3 | |
| Random Forest Compilation | ecoli | Accuracy87.76 | 2 |